Aerobic fitness and body fatness describe minimal variability in the thermoregulatory responses to exercise after accounting for heat production and body size
Bibliographic record
Abstract
Aerobic fitness (VO 2max ) and body fatness have been regularly suggested as important determinants of core temperature and sweating responses to exercise [ 3 , 5 ], but recent studies suggest that biophysical factors related to heat production (H prod ), total body mass (TBM), and body surface area (BSA), predominantly influence rectal temperature changes (ΔT re ) and sweating [ 1 , 2 , 4 ]. The present study tested the hypotheses that (i) individual variation in ΔT re , whole-body sweat loss (WBSL), and steady-state local sweat rate (LSR ss ) is determined primarily by H prod (W.kg -1 TBM), evaporation required for heat balance (E req , W), and E req (W.m -2 ), respectively, and (ii) factors related to VO 2max and body fat percentage (BF%) contribute minimally to the residual variance in these responses.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".